We also included curves from four state-of-the-art lifelong learning algorithms: elastic weight consolidation (EWC,~), online elastic weight consolidation (EWC_online,~), synaptic intelligence (SI,~), memory-aware synapses (MAS,~[1]}), and gradient episodic memory (GEM,~).
